{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "f1ba54a3",
   "metadata": {},
   "source": [
    "# Audio Similarity Search\n",
    "In this example we will be going over the code required to perform audio similarity searches. This example uses a the PANNs model to extract audio features that are then used with Milvus to build a system that can perform the searches.\n",
    "\n",
    "A deployable version of a reverse audio search can be found in this directory.\n",
    "\n",
    "## Data\n",
    "\n",
    "This example uses the TUT Acoustic scenes 2017 Evaluation dataset, which contains 1622 10-second audio clips that fall within 15 categories: Bus, Cafe,\n",
    "Car, City center, Forest path, Grocery store,  Home, Lakeside beach, Library, Metro station, Office, Residential area, Train, Tram, and Urban park.\n",
    "\n",
    "Dataset size: ~ 4.29 GB.\n",
    "\n",
    "\n",
    "Directory Structure:  \n",
    "The file loader used in this example requires that all the data be in .wav format due to librosa limitations. The way that files are read also limits the structure to a folder with all the data points. \n",
    "\n",
    "## Requirements\n",
    "\n",
    "|  Packages   |  Servers    |\n",
    "|-                  | -                 |   \n",
    "| pymilvus          | milvus-2.2.x        |\n",
    "| redis             | redis             |\n",
    "| librosa           |\n",
    "| ipython           |\n",
    "| numpy             |\n",
    "| panns_inference   |\n",
    "\n",
    "We have included a requirements-v2.txt file in order to easily satisfy the required packages. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a63790d4",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "%pip install -r requirements.txt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4b235135",
   "metadata": {},
   "source": [
    "### Starting Milvus Server\n",
    "\n",
    "This demo uses Milvus 2.x, please refer to the [Install Milvus](https://milvus.io/docs/install_standalone-docker.md) guide to learn how to use this docker-compose setup. For this example we wont be mapping any local volumes."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "39aae31a-e680-4d14-8510-4a1630c2950f",
   "metadata": {},
   "source": [
    "### Starting Redis Server\n",
    "\n",
    "We are using Redis as a metadata storage service for this example. Code can easily be modified to use a python dictionary, but that usually does not work in any use case outside of quick examples. We need a metadata storage service in order to be able to be able to map between embeddings and their corresponding audio clips."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7d0b23bb",
   "metadata": {},
   "outputs": [],
   "source": [
    "! docker run --name redis -d -p 6379:6379 redis"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4edb297f-3e0a-4891-aeda-61d6d473bbad",
   "metadata": {},
   "source": [
    "## Code Overview"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "755dac2b-c3c6-4735-80e5-606824a9a806",
   "metadata": {},
   "source": [
    "### Connecting to Servers\n",
    "We first start off by connecting to the servers. In this case the docker containers are running on localhost and the ports are the default ports. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "3f9663e1-cb68-4a49-a932-59c6a677e4ad",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Connectings to Milvus and Redis\n",
    "import redis\n",
    "from pymilvus import connections, DataType, FieldSchema, CollectionSchema, Collection, utility\n",
    "\n",
    "connections.connect(host = '127.0.0.1', port = 19530)\n",
    "red = redis.Redis(host = '127.0.0.1', port=6379, db=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fb367f99-232a-4f5e-a673-543c33ec5590",
   "metadata": {},
   "source": [
    "### Building Collection and Setting Index\n",
    "\n",
    "The next step involves creating a collection. A collection in Milvus is similar to a table in a relational database, and is used for storing all the vectors. To create a collection, we first must select a name, the dimension of the vectors being stored within, the index_file_size, and metric_type. The index_file_size corresponds to how large each data segment will be within the collection. More information on this can be found here. The metric_type is the distance formula being used to calculate similarity. In this example we are using the Euclidean distance. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "dee0ac6a-023f-44ba-a9ec-2417e6b5e660",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dropping existing collection...\n",
      "Created new collection with name: audio_test_collection\n"
     ]
    }
   ],
   "source": [
    "#Creating collection\n",
    "\n",
    "import time\n",
    "\n",
    "red.flushdb()\n",
    "time.sleep(.1)\n",
    "collection_name = \"audio_test_collection\"\n",
    "\n",
    "if utility.has_collection(collection_name):\n",
    "    print(\"Dropping existing collection...\")\n",
    "    collection = Collection(name=collection_name)\n",
    "    collection.drop()\n",
    "\n",
    "#if not utility.has_collection(collection_name):\n",
    "field1 = FieldSchema(name=\"id\", dtype=DataType.INT64, descrition=\"int64\", is_primary=True,auto_id=True)\n",
    "field2 = FieldSchema(name=\"embedding\", dtype=DataType.FLOAT_VECTOR, descrition=\"float vector\", dim=2048, is_primary=False)\n",
    "schema = CollectionSchema(fields=[ field1,field2], description=\"collection description\")\n",
    "collection = Collection(name=collection_name, schema=schema)\n",
    "print(\"Created new collection with name: \" + collection_name)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be80b84f-9b73-4d10-b2f5-93aa0f709410",
   "metadata": {},
   "source": [
    "After creating the collection we want to assign it an index type. This can be done before or after inserting the data. When done before, indexes will be made as data comes in and fills the data segments. In this example we are using IVF_SQ8 which requires the 'nlist' parameter. Each index types carries its own parameters. More info about this param can be found [here](https://milvus.io/docs/v1.0.0/index.md#CPU)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "00cb1e4f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Successfully create index in collection:audio_test_collection with param:{'index_type': 'IVF_SQ8', 'metric_type': 'L2', 'params': {'nlist': 16384}}\n"
     ]
    }
   ],
   "source": [
    "#Indexing collection\n",
    "\n",
    "if utility.has_collection(collection_name):\n",
    "    collection = Collection(name = collection_name)\n",
    "default_index = {\"index_type\": \"IVF_SQ8\", \"metric_type\": \"L2\", \"params\": {\"nlist\": 16384}}\n",
    "status = collection.create_index(field_name = \"embedding\", index_params = default_index)\n",
    "if not status.code:\n",
    "    print(\"Successfully create index in collection:{} with param:{}\".format(collection_name, default_index))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a6c9b019-913d-4756-9c45-dbfd6b16d76c",
   "metadata": {},
   "source": [
    "### Processing and Storing Audio Files\n",
    "In order to store the audio tracks in Milvus, we must first get the embeddings. To do this, we start by loading the audio file using Librosa. Once we have the audio clip loaded we can pass it to the PANN model. In this case we are using the panns_inference library to simplfy the importing and processing. Once we recieve the embedding we can push it into Milvus and store each uniqueID and filepath combo into redis. We do this so that we can later access the audio file when displaying the results. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ddeaaf9d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Checkpoint path: /home/egoebelbecker/panns_data/Cnn14_mAP=0.431.pth\n",
      "Using CPU.\n",
      "Starting Insert\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Downloading...\n",
      "From: https://drive.google.com/uc?id=1bKu21JWBfcZBuEuzFEvPoAX6PmRrgnUp\n",
      "To: /home/egoebelbecker/src/bootcamp/solutions/audio/audio_similarity_search/example_audio.zip\n",
      "100%|█████████████████████████████████████████████████████████████████████████████████████████| 474k/474k [00:00<00:00, 8.87MB/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Insert Done\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import librosa\n",
    "import gdown\n",
    "import zipfile\n",
    "import numpy as np\n",
    "from panns_inference import SoundEventDetection, labels, AudioTagging\n",
    "\n",
    "data_dir = './example_audio'\n",
    "at = AudioTagging(checkpoint_path=None, device='cpu')\n",
    "\n",
    "\n",
    "def download_audio_data():\n",
    "    url = 'https://drive.google.com/uc?id=1bKu21JWBfcZBuEuzFEvPoAX6PmRrgnUp'\n",
    "    gdown.download(url)\n",
    "    with zipfile.ZipFile('example_audio.zip', 'r') as zip_ref:\n",
    "        zip_ref.extractall(data_dir)\n",
    "\n",
    "def embed_and_save(path, at):\n",
    "    \n",
    "    audio, _ = librosa.core.load(path, sr=32000, mono=True)\n",
    "    audio = audio[None, :]\n",
    "    try:\n",
    "        _, embedding = at.inference(audio)\n",
    "        embedding = embedding/np.linalg.norm(embedding)\n",
    "        embedding = embedding.tolist()[0]\n",
    "        mr = collection.insert([[embedding]])\n",
    "        ids = mr.primary_keys\n",
    "        collection.load()\n",
    "        red.set(str(ids[0]), path)\n",
    "    except Exception as e:\n",
    "        print(\"failed: \" + path + \"; error {}\".format(e))\n",
    "\n",
    "\n",
    "print(\"Starting Insert\")\n",
    "download_audio_data()\n",
    "for subdir, dirs, files in os.walk(data_dir):\n",
    "    for file in files:\n",
    "        path = os.path.join(subdir, file)\n",
    "        embed_and_save(path, at)\n",
    "print(\"Insert Done\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6c737f3-7849-41e5-a3ec-6a0a7ddb6242",
   "metadata": {},
   "source": [
    "### Searching\n",
    "In this example we perform a search on a few randomly selected audio clips. In order to perform the search we must first apply the same processing that was done on the original audio clips. This will result in us having a set of embeddings."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1f3247ea",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2, 2048)\n"
     ]
    }
   ],
   "source": [
    "def get_embed(paths, at):\n",
    "    embedding_list = []\n",
    "    for x in paths:\n",
    "        audio, _ = librosa.core.load(x, sr=32000, mono=True)\n",
    "        audio = audio[None, :]\n",
    "        try:\n",
    "            _, embedding = at.inference(audio)\n",
    "            embedding = embedding/np.linalg.norm(embedding)\n",
    "            embedding_list.append(embedding)\n",
    "        except:\n",
    "            print(\"Embedding Failed: \" + x)\n",
    "    return np.array(embedding_list, dtype=np.float32).squeeze()\n",
    "\n",
    "random_ids = [int(red.randomkey()) for x in range(2)]\n",
    "search_clips = [x.decode(\"utf-8\") for x in red.mget(random_ids)]\n",
    "embeddings = get_embed(search_clips, at)\n",
    "print(embeddings.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3c62208c-dfad-4686-9434-9dce8410d653",
   "metadata": {},
   "source": [
    "We can then take these embeddings and perform a search. The search requires a few arguments: the name of the collection, the vectors being searched for, how many closest vectors to be returned, and the parameters for the index, in this case nprobe. Once performed this example will return the searched clip and the result clips. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f8bdddc5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Search took a total of:  0.00445556640625\n",
      "Query: \n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/x-wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Results: \n",
      "Distance: 0.0\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/x-wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Distance: 0.23687565326690674\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/x-wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Distance: 0.23976847529411316\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/x-wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--------------------------------------------------\n",
      "Query: \n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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type=\"audio/x-wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Results: \n",
      "Distance: 0.0\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Distance: 0.11345799267292023\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
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\" type=\"audio/x-wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Distance: 0.1849648356437683\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/x-wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "import IPython.display as ipd\n",
    "\n",
    "def show_results(query, results, distances):\n",
    "    print(\"Query: \")\n",
    "    ipd.display(ipd.Audio(query))\n",
    "    print(\"Results: \")\n",
    "    for x in range(len(results)):\n",
    "        print(\"Distance: \" + str(distances[x]))\n",
    "        ipd.display(ipd.Audio(results[x]))\n",
    "    print(\"-\"*50)\n",
    "\n",
    "embeddings_list = embeddings.tolist()\n",
    "\n",
    "search_params = {\"metric_type\": \"L2\", \"params\": {\"nprobe\": 16}}\n",
    "\n",
    "\n",
    "try:\n",
    "    start = time.time()\n",
    "    results = collection.search(embeddings_list, anns_field=\"embedding\", param=search_params, limit=3)\n",
    "    end = time.time() - start\n",
    "    print(\"Search took a total of: \", end)\n",
    "    for x in range(len(results)):\n",
    "        query_file = search_clips[x]\n",
    "        result_files = [red.get(y.id).decode('utf-8') for y in results[x]]\n",
    "        distances = [y.distance for y in results[x]]\n",
    "        show_results(query_file, result_files, distances)\n",
    "except Exception as e:\n",
    "    print(\"Failed to search vectors in Milvus: {}\".format(e))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "16f7207e-1ca8-4aea-a4f2-eb0bb4111f82",
   "metadata": {},
   "source": [
    "## Conclusion\n",
    "This notebook shows how to search for similar audio clips. \n",
    "\n",
    "Check out our [demo system](https://zilliz.com/milvus-demos) to try out different solutions. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "415522ab",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
